Hadoop Ecosystem
Spark Ecosystem
NLP
Deep Learning for Healthcare Applications
Students should watch Canvas/Ed Lessons course videos according to the following schedule. It is recommended for students to do lab sessions on the schedule by yourself as early as possible since some of homework may cover the lab materials scheduled later than the homework. For the online video lectures, CS/CSE students should go to Udacity or Canvas to access to the sources.
| Week # | Dates | Video lessons | Lab | Deliverable Due |
|---|---|---|---|---|
| 1 | Jan 9-13 | [1. Intro to Big Data Analytics], [2. Course Overview] | ||
| 2 | Jan 16-20 | [3. Predictive Modeling] | [Hadoop & HDFS Basics] | HW1 Due (Jan 23) |
| 3 | Jan 23-27 | [4.MapReduce]& [HBase] | [Hadoop Pig & Hive] | |
| 4 | Jan 30-Feb 3 | [5.Classification evaluation metrics], [6.Classification ensemble methods] | HW2 Due (Feb 6) | |
| 5 | Feb 6-10 | [7. Phenotyping], [8. Clustering] | [Scala Basic], [Spark Basic], [Spark SQL] | |
| 6 | Feb 13-17 | [9. Spark] | [Spark Application] & [Spark MLlib] | HW3 Due & Project Group Formation (Feb 20) |
| 7 | Feb 20-24 | [10. Medical ontology] | [NLP Lab] | |
| 8 | Feb 27-Mar 3 | [11. Graph analysis] | [Spark GraphX] | Project Proposal Due (Mar 6) |
| 9 | Mar 6-10 | [12. Dimensionality Reduction], [13. Patient similairty], [14. CNN] | [Deep Learning Lab] | HW4 Due (Mar 13) |
| 10 | Mar 13-17 | [15. DNN], [16. RNN] | ||
| 11 | Mar 20-24 | Project Discussion | HW5 Due (Mar 27) | |
| 12 | Mar 27- 31 | Project Discussion | ||
| 13 | Apr 3-7 | Project Discussion | Project Draft Due (Apr 10) | |
| 14 | Apr 10-14 | Project Discussion | Final Exam (Apr 17) | |
| 15 | Apr 17-21 | Project Discussion | Final Project Due (code + presentation + final paper) (Apr 24) | |
| 16 | Apr 24-28 | Project Submission |
See RESOURCE section.